diff --git a/data_utils/dashboard_copy/README.md b/data_utils/dashboard_copy/README.md new file mode 100644 index 0000000..960f504 --- /dev/null +++ b/data_utils/dashboard_copy/README.md @@ -0,0 +1,36 @@ +# Dashboard copy +The goal of this script is to be able to : +* first copy a dashboard to another collection +* then to update each card in the dashboard to use another source database + +The copy of the dashboard is done using the dashboard copy API endpoint. + +The update of the source database is done using the card update API endpoint. +To do so we need to: +* Get the list of dashcards in the dashboard by calling the get dashboard API endpoint +* Then we filter only the dashcards that needs to be updated : those which contain an actual card +* For each card, we need to update the the database id, the tables ids, and the fields ids + +## Limitations +- The script is not currently designed to work with : + - dashboards with cards that have multiple databases as sources (eg : one card uses data from the Lyon database and another one uses data from Angers database) + - cards that use Metabase Models as data source + +## How to +1. Before running script + - Source the main `.env` file at the root of `data_utils` (cf. [README at the root of project](./../../README.md)) + - Get the *id of the dashboard* you wish to copy + - Get the *id of the collection* you wish to copy it to +2. Run `poetry run dashboard_copy` +3. Once you copied the dashboard + - Get the *id of the dashboard* you just copied + - Get the *id of the database* you want your dashboard to use as source database + - Get the database schema you want to use : Usually 'prod' or 'dev' +4. Run `poetry run replace_dashboard_source_db` 🎉 + + +## Possible improvements +- Some work could be done to limit the api calls to Metabase + - The script currently calls the Metabase API for each occurence of any field it needs to replace, a cache system could be added to avoid calling the API when the useful data previously has been retrieved +- Add more logging +- Handling \ No newline at end of file diff --git a/data_utils/dashboard_copy/__init__.py b/data_utils/dashboard_copy/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/data_utils/dashboard_copy/main.py b/data_utils/dashboard_copy/main.py new file mode 100644 index 0000000..fb211c1 --- /dev/null +++ b/data_utils/dashboard_copy/main.py @@ -0,0 +1,203 @@ +from ..utils import MTB, modify_dict +import re +import json +import logging + +# Setup basic configuration for logging +logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s') + +MESSAGE_DASHBOARD_ID = 'Enter dashboard id to be copied: ' +MESSAGE_COLLECTION_ID = 'Enter the collection id where the dashboard will be copied to: ' +MESSAGE_DASHBOARD_NAME = 'Enter the new dashboard name: ' +MESSAGE_DASHBOARD_DESCRIPTION = 'Optional - Enter the new dashboard description: ' +MESSAGE_DASHBOARD_ID_REPLACE_DB = 'Enter dashboard id: ' +MESSAGE_NEW_DB = "Enter the id of the database: " +MESSAGE_SCHEMA = "Enter the schema: " + + +def get_dashboard(dashboard_id): + return MTB.get(f'/api/dashboard/{dashboard_id}') + +def get_database_info(database_id): + return MTB.get(f'/api/database/{database_id}?include=tables') + +def get_field_info(field_id): + return MTB.get(f'/api/field/{field_id}') + +def get_all_db_ids(dashboard): + if 'dashcards' in dashboard and isinstance(dashboard['dashcards'], list): + return list(set([dashcard['card']['database_id'] for dashcard in dashboard['dashcards'] if 'card' in dashcard and 'database_id' in dashcard['card']])) + return [] + +def get_tables_info(database_id, schema=None): + database_info = get_database_info(database_id) + if schema: + return [{'table_id': table['id'], 'table_name': table['name'], 'schema': table['schema']} for table in database_info['tables'] if table['schema'] == schema] + else: + return [{'table_id': table['id'], 'table_name': table['name'], 'schema': table['schema']} for table in database_info['tables']] + +def extract_field_integers(json_str): + field_values = [] + matches = re.findall(r'"field",\s*(\d+)', json_str) + for match in matches: + field_values.append(int(match)) + field_values = list(set(field_values)) + return field_values + +def get_new_field_id(old_field_id, table_id_mapping): + field = get_field_info(old_field_id) + old_table_id = field['table']['id'] + new_table_id = table_id_mapping[old_table_id] + old_table = MTB.get(f'/api/table/{old_table_id}/query_metadata') + new_table = MTB.get(f'/api/table/{new_table_id}/query_metadata') + if not old_table: + logging.error(f"Failed to fetch table metadata for table {old_table_id}") + return + elif not new_table: + logging.error(f"Failed to fetch table metadata for table {new_table_id}") + return + field_name_to_new_id = {field['name']: field['id'] for field in new_table['fields']} + field_id_to_name = {field['id']: field['name'] for field in old_table['fields']} + if old_field_id in field_id_to_name and field_id_to_name[old_field_id] in field_name_to_new_id: + new_field_id = field_name_to_new_id[field_id_to_name[old_field_id]] + return new_field_id + return None + +def update_object_fields(object, table_id_mapping): + object_json_str = json.dumps(object) + field_ids_to_replace = extract_field_integers(object_json_str) + for field_id in field_ids_to_replace: + new_field_id = get_new_field_id(field_id, table_id_mapping) + object_json_str = re.sub(rf'"field",\s*{field_id}', f'"field", {new_field_id}', object_json_str) + object = json.loads(object_json_str) + return object + +def update_card_db(card_id, db_id, table_id_mapping): + try: + card_to_update = MTB.get(f'/api/card/{card_id}') + if not card_to_update: + logging.error(f"Failed to fetch card {card_id}") + return + + modify_dict(card_to_update, ['dataset_query', 'database'], db_id) + + # We handle the cards that work with non SQL query + if card_to_update["query_type"] == "query": + old_table_id = card_to_update["table_id"] + new_table_id = table_id_mapping[old_table_id] + modify_dict(card_to_update, ['dataset_query', 'query', 'source-table'], new_table_id) + # If the cards work with joins : + if card_to_update["dataset_query"]["query"].get("joins"): + for join in card_to_update["dataset_query"]["query"]["joins"]: + old_table_id = join["source-table"] + new_table_id = table_id_mapping[old_table_id] + modify_dict(join, ['source-table'], new_table_id) + card_to_update = update_object_fields(card_to_update, table_id_mapping) + + # We handle the cards that work with a SQL query + elif card_to_update["query_type"] == "native": + card_to_update["dataset_query"]["native"]["template-tags"] = update_object_fields(card_to_update["dataset_query"]["native"]["template-tags"], table_id_mapping) + + response = MTB.put(f'/api/card/{card_id}', json=card_to_update) + if response: + logging.info(f"Card {card_id} updated successfully.") + else: + logging.error(f"Failed to update card {card_id}") + except Exception as e: + logging.error(f"Unexpected error during card update: {str(e)}") + +def update_dashcard_filters(dashcard, table_id_mapping): + if dashcard.get("parameter_mappings"): + for mapping in dashcard.get("parameter_mappings", []): + mapping["target"] = update_object_fields(mapping["target"], table_id_mapping) + return dashcard + +def update_dashboard(dashboard_id, dashboard): + response = MTB.put(f'/api/dashboard/{dashboard_id}', json=dashboard) + if response: + logging.info(f"Dashboard {dashboard_id} updated successfully.") + else: + logging.error(f"Failed to update dashboard {dashboard_id}") + +def replace_dashboard_source_db(): + dashboard_id = input(MESSAGE_DASHBOARD_ID_REPLACE_DB).strip() + if not dashboard_id.isdigit(): + raise ValueError("The Dashboard ID must be a numeric value.") + dashboard_id = int(dashboard_id) + + dashboard = get_dashboard(dashboard_id) + + old_db_ids = get_all_db_ids(dashboard) + if len(old_db_ids) > 1: + logging.error("Multiple database IDs found. This script does not support multiple source databases.") + return + + old_db_id = old_db_ids[0] + old_tables = get_tables_info(old_db_id) + + new_db_id = input(MESSAGE_NEW_DB).strip() + if not new_db_id.isdigit(): + raise ValueError("The Database ID must be a numeric value.") + new_db_id = int(new_db_id) + + schema_name = input(MESSAGE_SCHEMA).strip() + if not schema_name: + raise ValueError("Schema Name is required.") + + # We build the tables mapping between new and old tables id + new_tables = get_tables_info(new_db_id, schema_name) + table_id_mapping = {} + for old_table in old_tables: + for new_table in new_tables: + if old_table['table_name'] == new_table['table_name'] and old_table['schema'] == new_table['schema']: + table_id_mapping[old_table['table_id']] = new_table['table_id'] + + # If there are some dashcards in the dashboard, we update them + if 'dashcards' in dashboard and isinstance(dashboard['dashcards'], list): + updated_cards = [] + for dashcard in dashboard['dashcards']: + # Check if the dashcard contains a card + if 'card' in dashcard and 'database_id' in dashcard['card']: + card = dashcard["card"] + if card["id"] not in updated_cards: + update_card_db(card["id"], new_db_id, table_id_mapping) + updated_cards.append(card["id"]) + dashcard = update_dashcard_filters(dashcard, table_id_mapping) + update_dashboard(dashboard_id, dashboard) + + +def dashboard_copy(): + try: + dashboard_id = input(MESSAGE_DASHBOARD_ID).strip() + if not dashboard_id.isdigit(): + raise ValueError("Dashboard ID must be a numeric value.") + dashboard_id = int(dashboard_id) + + collection_id = input(MESSAGE_COLLECTION_ID).strip() + if not collection_id.isdigit(): + raise ValueError("Collection ID must be a numeric value.") + collection_id = int(collection_id) + + dashboard_name = input(MESSAGE_DASHBOARD_NAME).strip() + if not dashboard_name: + raise ValueError("Dashboard Name is required.") + + dashboard_description = input(MESSAGE_DASHBOARD_DESCRIPTION).strip() + + payload = { + "name": dashboard_name, + "description": dashboard_description, + "collection_id": collection_id, + "is_deep_copy": True + } + + response = MTB.post(f'/api/dashboard/{dashboard_id}/copy', json=payload) + if response: + logging.info("Dashboard copied successfully.") + else: + logging.error(f"Failed to copy dashboard: {dashboard_id}") + except ValueError as ve: + logging.error(f"Input error: {str(ve)}") + except Exception as e: + logging.error(f"Unexpected error: {str(e)}") + diff --git a/poetry.lock b/poetry.lock index fef2bab..312e11f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,98 +1,113 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.1 and should not be changed by hand. 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